{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "c7fa29ba",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import pandas as pd\n",
    "\n",
    "# import scipy.stats as sci"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "90ac5a5b",
   "metadata": {},
   "source": [
    "# 单变量分布图"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e894bce9",
   "metadata": {},
   "source": [
    "## sns.distplot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "id": "39871f5a",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Administrator\\AppData\\Local\\Temp\\ipykernel_9556\\1487360214.py:10: UserWarning: \n",
      "\n",
      "`distplot` is a deprecated function and will be removed in seaborn v0.14.0.\n",
      "\n",
      "Please adapt your code to use either `displot` (a figure-level function with\n",
      "similar flexibility) or `histplot` (an axes-level function for histograms).\n",
      "\n",
      "For a guide to updating your code to use the new functions, please see\n",
      "https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751\n",
      "\n",
      "  sns.distplot(arr,bins=10,rug=True)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Axes: ylabel='Density'>"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "np.random.seed(0) #固定种子数是0，表示按照同一个方法生成随机数\n",
    "\n",
    "# arr = np.random.randint(0,100,100)\n",
    "arr = np.random.randn(100)\n",
    "\n",
    "\n",
    "# hist:是否连同直方图一起画出来，\n",
    "# kde:是否连同高斯核密度曲线（曲线图）一起画出来，\n",
    "# rug:是否连同 rugplot 一起画出来\n",
    "sns.distplot(arr,bins=10,rug=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b4d33645",
   "metadata": {},
   "source": [
    "# 双变量分布图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "id": "0c799f55",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>a</th>\n",
       "      <th>b</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1.883151</td>\n",
       "      <td>-1.347759</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-1.270485</td>\n",
       "      <td>0.969397</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-1.173123</td>\n",
       "      <td>1.943621</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-0.413619</td>\n",
       "      <td>-0.747455</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1.922942</td>\n",
       "      <td>1.480515</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>495</th>\n",
       "      <td>-0.879161</td>\n",
       "      <td>-0.231102</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>496</th>\n",
       "      <td>-1.638807</td>\n",
       "      <td>-0.733313</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>497</th>\n",
       "      <td>2.149575</td>\n",
       "      <td>-0.090244</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>498</th>\n",
       "      <td>0.731659</td>\n",
       "      <td>-0.065488</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>499</th>\n",
       "      <td>0.348169</td>\n",
       "      <td>0.663258</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>500 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            a         b\n",
       "0    1.883151 -1.347759\n",
       "1   -1.270485  0.969397\n",
       "2   -1.173123  1.943621\n",
       "3   -0.413619 -0.747455\n",
       "4    1.922942  1.480515\n",
       "..        ...       ...\n",
       "495 -0.879161 -0.231102\n",
       "496 -1.638807 -0.733313\n",
       "497  2.149575 -0.090244\n",
       "498  0.731659 -0.065488\n",
       "499  0.348169  0.663258\n",
       "\n",
       "[500 rows x 2 columns]"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "row = 500\n",
    "column = 2\n",
    "# df=pd.DataFrame(data=np.random.randn(row,column))\n",
    "\n",
    "# df = pd.DataFrame({'x':np.random.randn(500),'y':np.random.randn(500)})\n",
    "df = pd.DataFrame(np.random.randn(row,column), columns = ['a','b'])\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "25c19abd",
   "metadata": {},
   "source": [
    "## sns.jointplot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "id": "3ee90780",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "F:\\ProgramData\\anaconda3\\Lib\\site-packages\\seaborn\\axisgrid.py:2214: UserWarning: The marginal plotting function has changed to `histplot`, which does not accept the following argument(s): rug.\n",
      "  warnings.warn(msg, UserWarning)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x2d849577190>"
      ]
     },
     "execution_count": 131,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.jointplot(x=df['a'],y=df['b'], #设置xy轴\n",
    "              data=df, \n",
    "              kind='reg',#设置类型：'reg','resid','kde','hex'，默认'scatter',\n",
    "#               stat_func=sci.pearsonr, # 这是干嘛的？？？\n",
    "              space = 0.1, #设置散点图和布局图的间距\n",
    "#               size = 100, #图表大小(自动调整为正方形))\n",
    "              ratio = 5, #散点图与布局图高度比，整型\n",
    "              marginal_kws = dict(bins=20, rug =True), #设置柱状图箱数，是否设置rug\n",
    "              color = 'orange', #设置颜色\n",
    "             )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "id": "756d9033",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x2d849334250>"
      ]
     },
     "execution_count": 133,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.jointplot(x=df['a'],y=df['b'], #设置xy轴\n",
    "              data=df, \n",
    "              kind='hex',#设置类型：'reg','resid','kde','hex'，默认'scatter',\n",
    "#               stat_func=sci.pearsonr, # 这是干嘛的？？？\n",
    "              space = 0.1, #设置散点图和布局图的间距\n",
    "#               size = 100, #图表大小(自动调整为正方形))\n",
    "              ratio = 5, #散点图与布局图高度比，整型\n",
    "#               marginal_kws = dict(bins=20, rug =True), #设置柱状图箱数，是否设置rug\n",
    "              color = 'orange', #设置颜色\n",
    "             )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "id": "490a3791",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x2d856f62190>"
      ]
     },
     "execution_count": 135,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.jointplot(x=df['a'],y=df['b'], #设置xy轴\n",
    "              data=df, \n",
    "              kind='kde',#设置类型：'reg','resid','kde','hex'，默认'scatter'\n",
    "             )"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "57fbc546",
   "metadata": {},
   "source": [
    "## sns.pairplot(dataset)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "1e99ac9e",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sepal_length</th>\n",
       "      <th>sepal_width</th>\n",
       "      <th>petal_length</th>\n",
       "      <th>petal_width</th>\n",
       "      <th>species</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5.1</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4.7</td>\n",
       "      <td>3.2</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4.6</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5.0</td>\n",
       "      <td>3.6</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>6.7</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.2</td>\n",
       "      <td>2.3</td>\n",
       "      <td>virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>6.3</td>\n",
       "      <td>2.5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.9</td>\n",
       "      <td>virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>6.5</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.2</td>\n",
       "      <td>2.0</td>\n",
       "      <td>virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>6.2</td>\n",
       "      <td>3.4</td>\n",
       "      <td>5.4</td>\n",
       "      <td>2.3</td>\n",
       "      <td>virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>5.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.1</td>\n",
       "      <td>1.8</td>\n",
       "      <td>virginica</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>150 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     sepal_length  sepal_width  petal_length  petal_width    species\n",
       "0             5.1          3.5           1.4          0.2     setosa\n",
       "1             4.9          3.0           1.4          0.2     setosa\n",
       "2             4.7          3.2           1.3          0.2     setosa\n",
       "3             4.6          3.1           1.5          0.2     setosa\n",
       "4             5.0          3.6           1.4          0.2     setosa\n",
       "..            ...          ...           ...          ...        ...\n",
       "145           6.7          3.0           5.2          2.3  virginica\n",
       "146           6.3          2.5           5.0          1.9  virginica\n",
       "147           6.5          3.0           5.2          2.0  virginica\n",
       "148           6.2          3.4           5.4          2.3  virginica\n",
       "149           5.9          3.0           5.1          1.8  virginica\n",
       "\n",
       "[150 rows x 5 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# from sklearn import datasets\n",
    "iris=sns.load_dataset('iris', data_home= 'D:/data/seaborn-data')\n",
    "iris\n",
    "# get_data_home()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "df4385a1",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "F:\\ProgramData\\anaconda3\\Lib\\site-packages\\seaborn\\axisgrid.py:118: UserWarning: The figure layout has changed to tight\n",
      "  self._figure.tight_layout(*args, **kwargs)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x20126f02010>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 20 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(iris)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "315d5aa4",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>total_bill</th>\n",
       "      <th>tip</th>\n",
       "      <th>sex</th>\n",
       "      <th>smoker</th>\n",
       "      <th>day</th>\n",
       "      <th>time</th>\n",
       "      <th>size</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>16.99</td>\n",
       "      <td>1.01</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10.34</td>\n",
       "      <td>1.66</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>21.01</td>\n",
       "      <td>3.50</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>23.68</td>\n",
       "      <td>3.31</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>24.59</td>\n",
       "      <td>3.61</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>239</th>\n",
       "      <td>29.03</td>\n",
       "      <td>5.92</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sat</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240</th>\n",
       "      <td>27.18</td>\n",
       "      <td>2.00</td>\n",
       "      <td>Female</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Sat</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241</th>\n",
       "      <td>22.67</td>\n",
       "      <td>2.00</td>\n",
       "      <td>Male</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Sat</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>242</th>\n",
       "      <td>17.82</td>\n",
       "      <td>1.75</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sat</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>243</th>\n",
       "      <td>18.78</td>\n",
       "      <td>3.00</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Thur</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>244 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     total_bill   tip     sex smoker   day    time  size\n",
       "0         16.99  1.01  Female     No   Sun  Dinner     2\n",
       "1         10.34  1.66    Male     No   Sun  Dinner     3\n",
       "2         21.01  3.50    Male     No   Sun  Dinner     3\n",
       "3         23.68  3.31    Male     No   Sun  Dinner     2\n",
       "4         24.59  3.61  Female     No   Sun  Dinner     4\n",
       "..          ...   ...     ...    ...   ...     ...   ...\n",
       "239       29.03  5.92    Male     No   Sat  Dinner     3\n",
       "240       27.18  2.00  Female    Yes   Sat  Dinner     2\n",
       "241       22.67  2.00    Male    Yes   Sat  Dinner     2\n",
       "242       17.82  1.75    Male     No   Sat  Dinner     2\n",
       "243       18.78  3.00  Female     No  Thur  Dinner     2\n",
       "\n",
       "[244 rows x 7 columns]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tips = sns.load_dataset('tips',data_home= 'D:/data/seaborn-data')\n",
    "tips"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "475d94e7",
   "metadata": {},
   "source": [
    "## sns.stripplot(data,x,y,hue,jitter)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "7936bd64",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='day', ylabel='total_bill'>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.stripplot(tips,x='day',y='total_bill',hue='time',jitter=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "b7ef04de",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='day', ylabel='total_bill'>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.stripplot(tips,x='day',y='total_bill',hue='time',jitter=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1debddc6",
   "metadata": {},
   "source": [
    "# sns.swarmplot() 不重叠"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "46feda51",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='day', ylabel='total_bill'>"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.swarmplot(tips,x='day',y='total_bill',hue='time')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8fe15135",
   "metadata": {},
   "source": [
    "# sns.boxplot() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "36e6c768",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='day', ylabel='total_bill'>"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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AAIQNYSYKbdy4UQ0NDZKkhoYGeb1ehysCACB8CDNRpq6uTl6vNzALsG3b8nq9qqurc7gyAADCgzATRWzbVmlpabvtrM0EAIhGhJko0ro2k9/vD2r3+/2szQQAiFqEmSjC2kwAgFhEmIkirM0EAIhFhJkow9pMAIBYQ5iJQqzNBACIJYSZKMTaTACAWMLaTFGKtZkAALGCnhkAAGA0wgwAADAaYQYAABiNMAMAAIxGmAEAAEYjzAAAAKMRZgAAgNE6PM/MBx980OGdDhs2rFPFAAAAXK0Oh5nbb79dlmXJtu3Lbm/dZlmW/H5/h/a5du1arV27VgcPHpQkDRkyRE8//bSmTJkiSbJtW8uWLdO6det04sQJjRkzRi+88IKGDBnS0bIBAECU63CYqa6uDvnB09LStGLFCg0YMECSVFZWppycHO3du1dDhgxRcXGxVq5cqQ0bNmjgwIFavny5Jk6cqAMHDigxMTHk9QAAAPN0OMxkZGSE/ODTpk0Lev7cc89p7dq12r17twYPHqxVq1YpPz9f06dPl3Qh7Hg8Hm3atEnz5s277D6bm5vV3NwceN7Y2BjyugEAQOTocJh58803O7zTe++996oL8fv9+ulPf6rTp09r7Nixqq6uVn19vSZNmhR4jcvl0oQJE1RZWdlumCkqKtKyZcuu+vhdxbZt+Xy+sB+jNdC5XC5ZlhXW47nd7rAfAwCA9nQ4zHz961/v0OuuZsyMJH344YcaO3asfD6fevXqpS1btmjw4MGqrKyUJHk8nqDXezwe1dTUtLu/pUuXatGiRYHnjY2NSk9P73A94ebz+TR58mSnywip8vJyxcfHO10GACBGdTjMnD9/PiwF3Hrrrdq3b58+++wzvf7665ozZ4527doV2H7x//hbBxm3x+VyyeVyhaVWAAAQeTocZsKlR48egQHAI0eOVFVVlX74wx/qySeflCTV19erb9++gdcfPXr0kt4ak7jdbpWXl4f1GD6fTzk5OZKkrVu3yu12h/V44d4/AABX0uEws3r1aj366KNyu91avXr1FV/7d3/3d50uqHW8R2ZmplJSUrR9+3bdcccdkqSWlhbt2rVLzz//fKf37zTLsrr0kozb7eYSEAAgqnU4zJSWlio3N1dut1ulpaXtvs6yrA6Hme9973uaMmWK0tPT1dTUpNdee007d+7U22+/LcuylJeXp8LCQmVlZSkrK0uFhYVKSEjQrFmzOlo2AACIcp2aZyZUc84cOXJEDzzwgA4fPqzk5GQNGzZMb7/9tiZOnChJWrJkic6cOaP58+cHJs3btm0bc8zAGNy9BgDhd81jZlpnBO7Mh9vLL798xe2WZamgoEAFBQWdKQ1wHHevAUD4dXqhyZdffllDhw6V2+2W2+3W0KFD9dJLL4WyNgAAgC/UqZ6Zp556SqWlpXr88cc1duxYSdJvfvMbLVy4UAcPHtTy5ctDWiRgKu5eA4Dw61SYWbt2rX7yk59o5syZgbZ7771Xw4YN0+OPP06YAf6Eu9cAIPw6dZnJ7/dr5MiRl7SPGDFC586du+aiAAAAOqpTYWb27Nlau3btJe3r1q1Tbm7uNRcFAADQUR2+zNR2vSPLsvTSSy9p27ZtuuuuuyRJu3fvVm1trR588MHQVwkAANCODoeZvXv3Bj0fMWKEJOmTTz6RJPXp00d9+vTR/v37Q1geAADAlXU4zOzYseOqd15XV6fU1FR169bpO8ABAACuKKwpY/DgwTp48GA4DwEAAGJcWMNM6+zAAAAA4cL1HwAAYDTCDAAAMBphBgAAGC2sYaYzK2kDAABcDQYAAwAAo3VqocmO+u1vf6vU1NRwHgIAAMS4DoeZ6dOnd3in//Zv/yZJSk9Pv/qKAAAArkKHw0xycnI46wAAAOiUDoeZ9evXh7MOAACATuHWbAAAYLRODwD+2c9+pn/913/Vp59+qpaWlqBt77///jUXBgAA0BGdCjOrV69Wfn6+5syZo61bt+qhhx7SJ598oqqqKi1YsCDUNQIAcNVs25bP53O6jGvStn7T30srt9sd8nnoOhVmXnzxRa1bt04zZ85UWVmZlixZoltuuUVPP/20jh8/HtICAQDoDJ/Pp8mTJztdRsjk5OQ4XUJIlJeXKz4+PqT77NSYmU8//VTjxo2TJMXHx6upqUmS9MADD2jz5s2hqw4AAOALdKpnJiUlRQ0NDcrIyFBGRoZ2796t4cOHq7q6mll/AQAR50lJPZwuohNsSWf/9PV1kkxdJKhF0vNh3H+nwsyf//mf6+c//7nuvPNOPfLII1q4cKF+9rOfac+ePVc1uR4AAF2hh6QehkYBl9MFhER4Ozo6FWbWrVun8+fPS5Iee+wx3XDDDfr1r3+tadOm6bHHHgtpgQAAAFfSqTBTV1cXtFTBN77xDX3jG9+Qbduqra1V//79Q1YgAIQKd7dEpnDc3YLY0qkwk5mZqcOHD+umm24Kaj9+/LgyMzPl9/tDUhwAhBJ3t0SmcNzdgtjSqbuZbNu+bIo+deqU3G73NRcFAADQUVfVM7No0SJJkmVZeuqpp5SQkBDY5vf79Z//+Z+6/fbbQ1ogAISDf5r/GuZAd5AtqbXzO07m3t5yTor7eZzTVSBKXNWv8t69eyVd6Jn58MMP1aPH5ze69ejRQ8OHD9fixYtDWyEAhEN3mRlmpAv36AIIuKpf5R07dkiSHnroIf3whz9UUlJSWIoCAADoqE79v2T9+vWBr+vq6mRZlvr16xeyogAAADqqUwOAz58/r3/8x39UcnKyMjIy1L9/f11//fV69tlnA/PPAAAAdIVO9czk5+fr5Zdf1ooVKzR+/HjZtq2KigoVFBTI5/PpueeeC3WdAAAAl9WpMFNWVqaXXnpJ9957b6Bt+PDh6tevn+bPn0+YAQAAXaZTl5mOHz+uQYMGXdI+aNAgHT9+/JqLAgAA6KhOhZnhw4drzZo1l7SvWbNGw4cPv+aiAAAAOqpTl5mKi4s1depU/epXv9LYsWNlWZYqKytVW1urX/ziF6GuEQAAoF2d6pnJzMzUH/7wB/3VX/2VPvvsMx0/flzTp0/XgQMHlJGREeoaAQAA2nVNC01ePNC3oaFB6enpLDQJAAC6TKcXmrwcFpoEAABdrdMLTT799NMsNAkAABzHQpMAAMBoLDQJAACMds0LTQIAADipUwOAAQAAIkWnemaAaGHbtnw+n9NlXJO29Zv+Xlq53W5ZluV0GQAMQZhBTPP5fJo8ebLTZYRMTk6O0yWERHl5ueLj450uA4AhuMwEAACMRs8M8Ccv3P2ZXHGXnxAyktm21HL+wtc9ukmmXp1p9lta8O71TpcBwECEGeBPXHG23HFOV9E50XFBxrwgCSAycJkJAAAYjTADAACMRpgBAABGI8wAAACjEWYAAIDRCDMAAMBojoaZoqIijRo1SomJibrpppv09a9/XQcOHAh6jW3bKigoUGpqquLj45Wdna39+/c7VDEAAIg0js4zs2vXLi1YsECjRo3SuXPnlJ+fr0mTJum3v/2tevbsKUkqLi7WypUrtWHDBg0cOFDLly/XxIkTdeDAASUmJoa8JtbqiUys1QMAaI+jYebtt98Oer5+/XrddNNNeu+993T33XfLtm2tWrVK+fn5mj59uiSprKxMHo9HmzZt0rx580JeE2v1RCbW6gEAtCeixsycPHlSknTDDTdIkqqrq1VfX69JkyYFXuNyuTRhwgRVVlZedh/Nzc1qbGwMegAAgOgVMcsZ2LatRYsW6ctf/rKGDh0qSaqvr5ckeTyeoNd6PB7V1NRcdj9FRUVatmxZSGo6fWeu1C1ifkQdZ9vS+XMXvu7W3dzFes6fU8/3vU5XAcBQtv35EhktF1qcKiXmtbT5uu15CZWI+Uv9t3/7t/rggw/061//+pJtF4+VsG273fETS5cu1aJFiwLPGxsblZ6e3rmiunWX4q7r3Pc6rofTBQCAo5qbmwNfP+9gHQjW3NyshISEkO4zIsLM448/rjfffFPvvvuu0tLSAu0pKSmSLvTQ9O3bN9B+9OjRS3prWrlcLrlcrvAWDAAAIoajYca2bT3++OPasmWLdu7cqczMzKDtmZmZSklJ0fbt23XHHXdIklpaWrRr1y49/zw5GwDQvrb/sX1S9Fc7qUWf946Fo8PB0TCzYMECbdq0SVu3blViYmJgjExycrLi4+NlWZby8vJUWFiorKwsZWVlqbCwUAkJCZo1a5aTpQMAIlzb4Qg9JPWQoeMHo8Ln42TCMc2Go2Fm7dq1kqTs7Oyg9vXr12vu3LmSpCVLlujMmTOaP3++Tpw4oTFjxmjbtm1hmWMGAACYx/HLTF/EsiwVFBSooKAg/AUBAADjRNQ8MwAAAFeLMAMAAIxGmAEAAEaLiHlmAKArBI3TO+dcHVDQzz8cM8IithBmAMSMtjPCxv08zsFK0FY4ZoRFbOEyEwAAMBo9MwBiRtuZR/3T/HwCOunc571jLEGDa8WvMoCYETTzaHfxCRghwjEjLGILl5kAAIDRCDMAAMBohBkAAGA0wgwAADAaYQYAABiNMAMAAIxGmAEAAEYjzAAAAKMRZgAAgNEIMwAAwGhM5n2RoKXo/WedKwRBP/+g8wIAQBuEmYs0NzcHvu65d5ODlaCt5uZmJSQkOF0GACACcZkJAAAYjZ6Zi7Rdiv70HbOkuOscrCbG+c8GesfanhcAANoizFwkaCn6uOsIMxEi6LwAANAGYQYxre3A4ma/g4Ug6OfPgG8AV4Mwg5jWdsD3gnf/n4OVoC0GfAO4GgwABgAARqNnBjGt7cDiF+4+IVecg8XEuGb/571jDPhGqLVIksy7fGlLap1x6zpJpo4ebAnz/gkziGltBxa74iQ3YSYiMOAbofa80wUgrLjMBAAAjEbPDAAgKrndbpWXlztdxjXx+XzKycmRJG3dulVut9vhiq5dON4DYQYAEJUsy1J8fLzTZYSM2+2OqvcTSlxmAgAARiPMAAAAoxFmAACA0RgzAyA2nXO6gE6yJbUu/RAncyceMfXnj4hEmAEQk+J+zqRCQLTgMhMAADAaPTMAYgbzjkSmaHgPcBZhBkDMYN4RIDpxmQkAABiNMAMAAIxGmAEAAEYjzAAAAKMRZgAAgNG4m+lKzhs6RaVtf157t+6SZegUoab+/AEAXYowcwU93/c6XQIAAPgChBngT5r9li4sfGMW25Zazl/4ukc3czviLvz8AeDqEWYuwgyhkakr3sOCd68P+zEAAKFHmLkIM4QCAGAWwgxiGj1xkSka3gOArkOYQUyjJw4AzMc8MwAAwGiEGQAAYDTCDAAAMBphBgAAGI0wAwAAjEaYAQAARiPMAAAAoxFmAACA0QgzAADAaI6GmXfffVfTpk1TamqqLMvSG2+8EbTdtm0VFBQoNTVV8fHxys7O1v79+50pFgAARCRHw8zp06c1fPhwrVmz5rLbi4uLtXLlSq1Zs0ZVVVVKSUnRxIkT1dTU1MWVAgCASOXo2kxTpkzRlClTLrvNtm2tWrVK+fn5mj59uiSprKxMHo9HmzZt0rx58y77fc3NzWpubg48b2xsDH3hAAAgYkTsmJnq6mrV19dr0qRJgTaXy6UJEyaosrKy3e8rKipScnJy4JGent4V5QIAAIdEbJipr6+XJHk8nqB2j8cT2HY5S5cu1cmTJwOP2trasNYJAACc5ehlpo6wLCvouW3bl7S15XK55HK5wl0WAACIEBHbM5OSkiJJl/TCHD169JLeGgAAELsiNsxkZmYqJSVF27dvD7S1tLRo165dGjdunIOVAQCASOLoZaZTp07p448/Djyvrq7Wvn37dMMNN6h///7Ky8tTYWGhsrKylJWVpcLCQiUkJGjWrFkOVg0AACKJo2Fmz549+upXvxp4vmjRIknSnDlztGHDBi1ZskRnzpzR/PnzdeLECY0ZM0bbtm1TYmKiUyUDAIAI42iYyc7Olm3b7W63LEsFBQUqKCjouqIAAIBRInbMDAAAQEcQZgAAgNEIMwAAwGiEGQAAYDTCDAAAMBphBgAAGI0wAwAAjEaYAQAARov4VbOjjW3b8vl8YT1G2/2H+1iS5Ha7r7iSOQAA4USY6WI+n0+TJ0/usuPl5OSE/Rjl5eWKj48P+3EAALgcwgwAAJ1AT3vkIMx0MbfbrfLy8rAew7ZtNTc3S5JcLlfY/2G63e6w7h8AIhE97ZGDMNPFLMvqkn8oCQkJYT8GAACRgDADAEAn0NMeOQgzAAB0Aj3tkYN5ZgAAgNEIMwAAwGiEGQAAYDTCDAAAMBphBgAAGI27mYAwYoZQAAg/wgwQRswQCgDhx2UmAABgNHpmgDBihlAACD/CDBBGzBAKAOHHZSYAAGA0wgwAADAaYQYAABiNMAMAAIxGmAEAAEYjzAAAAKMRZgAAgNEIMwAAwGiEGQAAYDTCDAAAMBphBgAAGI0wAwAAjEaYAQAARiPMAAAAo3V3ugAAiBa2bcvn84X1GG33H+5jSZLb7ZZlWWE/DnAtCDMAECI+n0+TJ0/usuPl5OSE/Rjl5eWKj48P+3GAa8FlJgAAYDR6ZgAgRNxut8rLy8N6DNu21dzcLElyuVxhvwTkdrvDun8gFAgzABAilmV1ySWZhISEsB8DMAmXmQAAgNEIMwAAwGiEGQAAYDTCDAAAMBphBgAAGI0wAwAAjEaYAQAARiPMAAAAoxFmAACA0QgzAADAaIQZAABgNMIMAAAwGmEGAAAYLepXzbZtW5LU2NjocCUAAKCjWv9ut/4dv5KoDzNNTU2SpPT0dIcrAQAAV6upqUnJyclXfI1ldyTyGOz8+fM6dOiQEhMTZVmW0+V0mcbGRqWnp6u2tlZJSUlOl4Mw43zHFs53bInV823btpqampSamqpu3a48Kibqe2a6deumtLQ0p8twTFJSUkz94491nO/YwvmOLbF4vr+oR6YVA4ABAIDRCDMAAMBohJko5XK59Mwzz8jlcjldCroA5zu2cL5jC+f7i0X9AGAAABDd6JkBAABGI8wAAACjEWYAAIDRCDOGO3jwoCzL0r59+5wuBRHIsiy98cYbTpcBAGFFmIlglmVd8TF37lynS0QXmzt37mX/LXz88ceXff3hw4c1ZcqULq4S1+ro0aOaN2+e+vfvL5fLpZSUFE2ePFm/+c1vOvT9GzZs0PXXXx/eInHNrvU843NRPwOwyQ4fPhz4+l/+5V/09NNP68CBA4G2+Ph4nThxIizHbmlpUY8ePcKyb1ybv/zLv9T69euD2vr06RP0vPX8paSkdGVpCJH77rtPZ8+eVVlZmW655RYdOXJE77zzjo4fP+50aQghznMI2TDC+vXr7eTk5Evaq6urbUn266+/bmdnZ9vx8fH2sGHD7MrKysBrnnnmGXv48OFB31daWmpnZGQEns+ZM8fOycmxCwsL7b59+wZtQ+RoPU8XmzBhgr1gwQJ74cKFdu/eve27777btm3blmRv2bKla4vENTlx4oQtyd65c2e7rykpKbGHDh1qJyQk2Glpafa3v/1tu6mpybZt296xY4ctKejxzDPPdFH16KgvOs+tn+179+695Ht27Nhh2/bn5/pXv/qVPWLECDs+Pt4eO3as/fvf/74L3kFk4TJTlMjPz9fixYu1b98+DRw4UDNnztS5c+euah/vvPOOfve732n79u166623wlQpwqWsrEzdu3dXRUWF/umf/snpctBJvXr1Uq9evfTGG2+oubn5sq/p1q2bVq9erY8++khlZWX6j//4Dy1ZskSSNG7cOK1atUpJSUk6fPiwDh8+rMWLF3flW0AHdOQ8d1R+fr5KSkq0Z88ede/eXQ8//HCIqjQHl5mixOLFizV16lRJ0rJlyzRkyBB9/PHHGjRoUIf30bNnT7300ktcXopwb731lnr16hV43jomZsCAASouLnaqLIRI9+7dtWHDBn3rW9/Sj3/8Y915552aMGGCvvnNb2rYsGGSpLy8vMDrMzMz9eyzz+rb3/62XnzxRfXo0UPJycmyLIvLjBGsI+e5o5577jlNmDBBkvT3f//3mjp1qnw+n9xudzhKj0j0zESJtv/4+/btK+nC4LKrcdtttxFkDPDVr35V+/btCzxWr14tSRo5cqTDlSFU7rvvPh06dEhvvvmmJk+erJ07d+rOO+/Uhg0bJEk7duzQxIkT1a9fPyUmJurBBx9UQ0ODTp8+7WzhuCpfdJ47KhSf/6YjzESJ6667LvC1ZVmSpPPnz0u60CVtX7RqxdmzZy/ZR8+ePcNYIUKlZ8+eGjBgQODR+uHF+YsubrdbEydO1NNPP63KykrNnTtXzzzzjGpqavS1r31NQ4cO1euvv6733ntPL7zwgqTL/14jsrV3nrt1u/Dnue1nd3vn90qf/7GCMBMD+vTpo/r6+qBfCualAcwyePBgnT59Wnv27NG5c+dUUlKiu+66SwMHDtShQ4eCXtujRw/5/X6HKsW1aD3PrXcotr2rlc/t9jFmJgZkZ2frf//3f1VcXKy//uu/1ttvv61f/vKXSkpKcro0ABdpaGjQjBkz9PDDD2vYsGFKTEzUnj17VFxcrJycHH3pS1/SuXPn9KMf/UjTpk1TRUWFfvzjHwft4+abb9apU6f0zjvvaPjw4UpISFBCQoJD7wiX80XnOT4+XnfddZdWrFihm2++WceOHdM//MM/OF12xKJnJgb82Z/9mV588UW98MILGj58uP7rv/6LuxuACNWrVy+NGTNGpaWluvvuuzV06FA99dRT+ta3vqU1a9bo9ttv18qVK/X8889r6NCh8nq9KioqCtrHuHHj9Nhjj+n+++9Xnz59GBgegb7oPEvSK6+8orNnz2rkyJH6zne+o+XLlztcdeSy7IsHUwAAABiEnhkAAGA0wgwAADAaYQYAABiNMAMAAIxGmAEAAEYjzAAAAKMRZgAAgNEIMwAAwGiEGQBGyM7OVl5entNlAIhAhBkAAGA0wgwAADAaYQZAxDl9+rQefPBB9erVS3379lVJSUnQ9o0bN2rkyJFKTExUSkqKZs2apaNHj0qSbNvWgAED9IMf/CDoez766CN169ZNn3zySZe9DwBdgzADIOJ897vf1Y4dO7RlyxZt27ZNO3fu1HvvvRfY3tLSomeffVb//d//rTfeeEPV1dWaO3euJMmyLD388MNav3590D5feeUVfeUrX9GXvvSlrnwrALoAq2YDiCinTp1S79699eqrr+r++++XJB0/flxpaWl69NFHtWrVqku+p6qqSqNHj1ZTU5N69eqlw4cPKz09XZWVlRo9erTOnj2rfv366fvf/77mzJnTxe8IQLjRMwMgonzyySdqaWnR2LFjA2033HCDbr311sDzvXv3KicnRxkZGUpMTFR2drYk6dNPP5Uk9e3bV1OnTtUrr7wiSXrrrbfk8/k0Y8aMrnsjALoMYQZARPmizuLTp09r0qRJ6tWrlzZu3Kiqqipt2bJF0oXLT63+5m/+Rq+99prOnDmj9evX6/7771dCQkJYawfgDMIMgIgyYMAAXXfdddq9e3eg7cSJE/rDH/4gSfr973+vY8eOacWKFfrKV76iQYMGBQb/tvW1r31NPXv21Nq1a/XLX/5SDz/8cJe9BwBdq7vTBQBAW7169dIjjzyi7373u+rdu7c8Ho/y8/PVrduF/3v1799fPXr00I9+9CM99thj+uijj/Tss89esp+4uDjNnTtXS5cu1YABA4IuWwGILvTMAIg43//+93X33Xfr3nvv1T333KMvf/nLGjFihCSpT58+2rBhg376059q8ODBWrFixSW3Ybd65JFH1NLSQq8MEOW4mwlA1KqoqFB2drbq6urk8XicLgdAmBBmAESd5uZm1dbW6tFHH1Xfvn3l9XqdLglAGHGZCUDU2bx5s2699VadPHlSxcXFTpcDIMzomQEAAEajZwYAABiNMAMAAIxGmAEAAEYjzAAAAKMRZgAAgNEIMwAAwGiEGQAAYDTCDAAAMNr/B7Sg2WgfxCQzAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(tips,x='day',y='total_bill',hue='time')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "5def5f4a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='day', ylabel='total_bill'>"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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d/89//lM/+9nP9Otf/1pvvfWW9u/fr/nz53v3P/300yooKNDjjz+ujz/+WEuWLNHDDz/s7fZq8dBDD+mHP/yhPv74Y33zm98M/JsNkkiYdwQdN336dPXq1UuSdOGFFyo/P9/iivxHmAEQcYYMGaK9e/e2uX/+/PmaPHmyBg8erEWLFmnfvn369NNPvftPnTqlX/ziFxozZoxGjRqlH/zgB3rzzTe9+x977DGtXLlSU6dOVXZ2tqZOnaq5c+fql7/8pc915syZ4z2mT58+AX+fwRIJ846g45xOp+bNm6fU1FTNnTtXTqfT6pL8xpgZABHHNM12+/tHjBjh/To9PV2SVFNToyFDhkiSXC6XBgwY4HNMTU2NJOnzzz/XgQMHdOedd+quu+7yHtPU1KSUlBSf64wZM6brbybE2pp3ZOLEicrIyLC4OgRLbm6ucnNzrS6j0wgzACLOxx9/rOzs7Db3nzkQtyX0NDc3n3N/yzEtv9xbjnv66ac1duxYn+POvhure/funajeOuebd2TFihW2GhSK6EGYARBR/vjHP2r37t2aO3duUM6fmpqqvn376rPPPtP06dODcg2rtMw7crYz5x3p16+fBZUB7SPMALCthoYGVVdX+9yavXTpUn3729/WjBkzgnbdwsJC/fCHP1RycrImTZqkhoYGvf/++zp27JjmzZsXtOsGWyTNO4LoQpgB0CaPKan5vId1/Rqd9Prrrys9PV1xcXG64IILlJOTozVr1mjmzJneSfOC4Xvf+55cLpd++tOfasGCBerevbsuueQSzZkzJ2jXDIVImncE0cUw7bT4QifU1dUpJSVFx48fV3JystXlSDo9f8Pq1as1e/ZsWw+4gv253W5VVlYqOzvb5w4GO8wAHAna+v5b7dlnn9Xzzz/vHUh922236Y477rC6LEQZf35/0zITYi3zNxw5ckRFRUUaNWpUWP0QA6TT3QovvvRKyBaaMwwj6oJMOJs+fbrKysp05MgR2847gujCPDMhxvwNsIvY2FjFxcWF5EGQCS+RMO8IogstMyHE/A0A7MLu844gutAyEyLnm78hwocuAQAQNISZEGmZv+HM2x0l3/kbAKsQpq3B9x0IDMJMiLTM33D22IDY2FhdfvnlzN8AS7TMdPvPf/7T4kqiU2Njo6TWMwcD8A9jZkKE+RsQjmJjY9WjRw/vukMul4t/iyHS3Nyszz//XC6XS3Fx/CgGuoL/QSGUkZGh/Px8n/kb8vPz1bdvX6tLQxRLS0uTJG+gQejExMQoKyuLAAl0EWEmxJi/AeHGMAylp6froosu0qlTp6wuJ6rEx8cHdaZiIFoQZkKsZf6GlhmAmb8B4SI2NpaxGwBsiTBjAeZvAAAgcGjfBAAAtkaYAQAAtkaYsUB5ebny8vJUXl5udSkAANgeYSbEWlbNPnz4sIqKiuR2u60uCQAAWyPMhBirZgMAEFiEmRBqa9XsqqoqiysDAMC+CDMhwqrZAAAEB2EmRFg1GwCA4CDMhAirZgMAEBzMABwirJoNAAgF0zT9ulPWNE01NDRIkhwOh1+/j5xOZ1j8/iLMhBCrZgMAgs3tdmvSpEkhuVZZWZkSEhJCcq32hE0309KlS2UYhubMmePdZpqmCgsL1adPHyUkJGj8+PH66KOPrCsyAKZPn65evXpJEqtmAwAQAGHRMlNRUaH169drxIgRPttXrFihoqIiFRcXa/DgwVq8eLEmTJigTz75RElJSRZV2zWsmo1wEI3N0EC0cDqdKisr6/DxbrdbU6ZMkSRt3rzZr99L4fI7zPIwc+LECU2fPl1PP/20Fi9e7N1umqZWrVqlgoICTZ06VZJUUlKi1NRUlZaW6p577rGq5C5j1WxYLRqboYFoYRhGp//POZ1OW/5/tbyb6f7779fkyZN13XXX+WyvrKxUdXW1Jk6c6N3mcDg0bty4dtc0amhoUF1dnc8DAABELktbZjZt2qSdO3eqoqKi1b7q6mpJUmpqqs/21NRU7du3r81zLl26VIsWLQpsoUCEicZmaACRy7Iwc+DAAc2ePVtbt25t94fd2X3tLXcBtWXhwoWaN2+e93ldXZ0yMzO7XjAQQaKxGRpA5LIszHzwwQeqqanR6NGjvds8Ho/eeustrV27Vp988omk0y006enp3mNqampatdacyeFwyOFwBK9wALAZBnwj0lkWZr7xjW9o9+7dPttuv/12DRkyRA899JC+8pWvKC0tTW+88YZGjhwpSWpsbNSOHTu0fPlyK0oGAFtiwDcinWVhJikpScOHD/fZ1r17d/Xq1cu7fc6cOVqyZIkGDRqkQYMGacmSJXK5XMzNAgAAvCy/Nbs9CxYs0Jdffqn77rtPx44d09ixY7V161bbzjEDAFZgwDciXViFme3bt/s8NwxDhYWFKiwstKQeAIgEDPhGpLN8nhkAAICuIMwAAABbI8wAAABbI8wAAABbI8wAAABbI8wAAABbI8wAAABbI8wAAABbI8wAAABbI8wAAABbI8wAAABbI8wAAABbI8wAAABbI8wAAABbI8wAAABbI8wAAABbI8wAAABbI8wAAABbI8wAAABbI8wAAABbI8wAAABbI8wAAABbI8wAAABbI8wAAABbI8xYoLy8XHl5eSovL7e6FAAAbI8wE2Jut1tFRUU6fPiwioqK5Ha7rS4JAABbI8yE2MaNG1VbWytJqq2tVWlpqcUVAQBgb4SZEKqqqlJpaalM05Qkmaap0tJSVVVVWVwZAAD2RZgJEdM0tXr16ja3twQcAADgH8JMiOzfv18VFRXyeDw+2z0ejyoqKrR//36LKgMAwN4IMyGSlZWlyy67TIZh+Gw3DEOXX365srKyLKoMAAB7I8yEiGEYysvLa9WdZJqm8vLyWoUcAADQMYSZEDFNUy+++OI5W2Y2bdrEmBkAADqJMBMiLWNmztUyw5gZAAA6jzATIi1jZmJjY322x8bGMmYGAIAuIMyEiGEYmj17dpvbGTMDAEDnEGZCKCMjQ/n5+d7gYhiG8vPz1bdvX4srAwDAvggzITZ9+nT16tVLknThhRcqPz/f4ooAALA3wkyIOZ1OzZs3T6mpqZo7d66cTqfVJQEAYGtxVhcQjXJzc5Wbm2t1GQAARARaZixQXl6uvLw8lZeXW10KAAC2R5gJMbfbraKiIh0+fFhFRUVyu91WlwQAgK0RZkJs48aNqq2tlSTV1taqtLTU4ooAALA3wkwIVVVVqbS01DsLsGmaKi0tVVVVlcWVAQBgX4SZEDFNU6tXr25zO2szAQDQOYSZEGlZm8nj8fhs93g8rM0EAEAXEGZChLWZAAAIDsJMiLA2EwAAwUGYCSHWZgIAIPAIMyHG2kwAAAQWYSbEWJsJAIDAYm0mC7A2EwAAgUPLDAAAsDXCDAAAsDXCDAAAsDXCDAAAsDXCDAAAsDXCDAAAsDXCDAAAsLUOzzPzl7/8pcMnHTFiRKeKAQAA8FeHw8yll14qwzBkmuY597fsMwxDHo+nQ+dct26d1q1bp71790qShg0bpkceeUSTJk2SJJmmqUWLFmn9+vU6duyYxo4dqyeffFLDhg3raNkAACDCdTjMVFZWBvziGRkZWrZsmQYOHChJKikp0U033aQPP/xQw4YN04oVK1RUVKTi4mINHjxYixcv1oQJE/TJJ58oKSkp4PUAAAD76XCY6devX8AvfsMNN/g8f/zxx7Vu3Tq99957Gjp0qFatWqWCggJNnTpV0umwk5qaqtLSUt1zzz3nPGdDQ4MaGhq8z+vq6gJeNwAACB8dDjOvvvpqh0964403+l2Ix+PRSy+9pJMnT+rKK69UZWWlqqurNXHiRO8xDodD48aNU3l5eZthZunSpVq0aJHf1+8s0zTldrv9Or4lbDkcDhmG4df1nE6n368BACCSdTjM/Nu//VuHjvNnzIwk7d69W1deeaXcbrcSExO1efNmDR06VOXl5ZKk1NRUn+NTU1O1b9++Ns+3cOFCzZs3z/u8rq5OmZmZHa7HX2632zvGJxTKysqUkJAQsusBABDuOhxmmpubg1LAxRdfrF27dumLL77Qb3/7W82cOVM7duzw7j+7FaJlkHFbHA6HHA5HUGoFAADhp8NhJlji4+O9A4DHjBmjiooKrV69Wg899JAkqbq6Wunp6d7ja2pqWrXWWMnpdKqsrKzDx7vdbk2ZMkWStHnzZjmdTr+vBwAA/qXDYWbNmjW6++675XQ6tWbNmnaP/eEPf9jpglrGlGRnZystLU1vvPGGRo4cKUlqbGzUjh07tHz58k6fP9AMw+h0t4/T6aTLCACALupwmHniiSc0ffp0OZ1OPfHEE20eZxhGh8PMT37yE02aNEmZmZmqr6/Xpk2btH37dr3++usyDENz5szRkiVLNGjQIA0aNEhLliyRy+VSfn5+R8sGAAARrlPzzARqzpnDhw/rtttu06FDh5SSkqIRI0bo9ddf14QJEyRJCxYs0Jdffqn77rvPO2ne1q1bmWMGAAB4dXnMTMuMwJ25XfjZZ59td79hGCosLFRhYWFnSgMAAFGg0wtNPvvssxo+fLicTqecTqeGDx+uZ555JpC1AQAAnFenWmYefvhhPfHEE3rggQd05ZVXSpLeffddzZ07V3v37tXixYsDWiQAAEBbOhVm1q1bp6efflrTpk3zbrvxxhs1YsQIPfDAA4QZAAAQMp3qZvJ4PBozZkyr7aNHj1ZTU1OXiwIAAOioToWZf//3f9e6detabV+/fr2mT5/e5aIAAAA6qsPdTGeud2QYhp555hlt3bpVV1xxhSTpvffe04EDBzRjxozAVwkAANCGDoeZDz/80Of56NGjJUl79uyRJPXu3Vu9e/fWRx99FMDyAAAA2tfhMLNt2za/T15VVaU+ffooJqbTd4ADAAC0K6gpY+jQodq7d28wLwEAAKJcUMNMy+zAAAAAwUL/DwAAsDXCDAAAsDXCDAAAsLWghpnOrKQNAADgDwYAAwAAW+vUQpMd9be//U19+vQJ5iUAAECU63CYmTp1aodP+sorr0iSMjMz/a8IAADADx0OMykpKcGsAwAAoFM6HGY2bNgQzDoAAAA6hVuzAQCArXV6APDLL7+s3/zmN9q/f78aGxt99u3cubPLhQEAAHREp8LMmjVrVFBQoJkzZ+p3v/udbr/9du3Zs0cVFRW6//77A10jAABRyzRNud3uoJ3/zHMH8zqS5HQ6gzIHXafCzFNPPaX169dr2rRpKikp0YIFC/SVr3xFjzzyiI4ePRroGgEAiFput1uTJk0KybWmTJkS1POXlZUpISEh4Oft1JiZ/fv3Kzc3V5KUkJCg+vp6SdJtt92mF154IXDVAQAAnEenWmbS0tJUW1urfv36qV+/fnrvvfeUk5OjyspKZv0FACBI1l51VI7YwP6eNU2psfn01/ExUqB7gRo8hn7wds/AnvQsnQozX//61/Wf//mfGjVqlO68807NnTtXL7/8st5//32/JtcDAAAd54g15YgN/HmdgT/lGYLfyNGpMLN+/Xo1N5+Ocffee6969uypt99+WzfccIPuvffegBYIAADQnk6FmaqqKp+lCr773e/qu9/9rkzT1IEDB5SVlRWwAgEAvri7BfDVqTCTnZ2tQ4cO6aKLLvLZfvToUWVnZ8vj8QSkOABAa9zdAvjq1N1MpmmeM0mfOHFCTmdwe94AAADO5FfLzLx58yRJhmHo4Ycflsvl8u7zeDz605/+pEsvvTSgBQIA2sbdLYCfYebDDz+UdLplZvfu3YqPj/fui4+PV05OjubPnx/YCgEAbeLuFsDPMLNt2zZJ0u23367Vq1crOTk5KEUBAAB0VKcGAG/YsMH7dVVVlQzDUN++fQNWFAD/cHcLgGjWqTDT3NysxYsXa+XKlTpx4oQkKSkpST/60Y9UUFCgmJhOjSsG0Enc3QIgmnUqzBQUFOjZZ5/VsmXL9LWvfU2maeqdd95RYWGh3G63Hn/88UDXCQAAcE6dCjMlJSV65plndOONN3q35eTkqG/fvrrvvvsIM4CFuLsFQLTpVJg5evSohgwZ0mr7kCFDdPTo0S4XBaDzuLsFQLTp1OCWnJwcrV27ttX2tWvXKicnp8tFAQAAdFSnWmZWrFihyZMn6w9/+IOuvPJKGYah8vJyHThwQL///e8DXSMAAECbOtUyk52drX/84x+aMmWKvvjiCx09elRTp07VJ598on79+gW6RgAAgDZ1aaHJswf61tbWKjMzk4UmAQBAyHR6oclzYaFJAAAQap1eaPKRRx5hoUkAAGA5FpoEAAC2xkKTAADA1rq80CQAAICVWBESAADYGmEGAADYGmEGAADYGmEGAADYGmEGAADYGmEGAADYGmEGAADYGmEGAADYGmEGAADYGmEGAADYGmEGAADYGmEGAADYWqcWmgyUpUuX6pVXXtHf//53JSQkKDc3V8uXL9fFF1/sPcY0TS1atEjr16/XsWPHNHbsWD355JMaNmxYUGoyTVNutzso55bkc+5gXqeF0+mUYRhBvw4AAFaxNMzs2LFD999/vy677DI1NTWpoKBAEydO1N/+9jd1795dkrRixQoVFRWpuLhYgwcP1uLFizVhwgR98sknSkpKCnhNbrdbkyZNCvh5z2XKlClBv0ZZWZkSEhKCfh0AAKxiaZh5/fXXfZ5v2LBBF110kT744ANdc801Mk1Tq1atUkFBgaZOnSpJKikpUWpqqkpLS3XPPfdYUTYAAAgjloaZsx0/flyS1LNnT0lSZWWlqqurNXHiRO8xDodD48aNU3l5+TnDTENDgxoaGrzP6+rqOl3PiUunyYwJ8LfINKXmptNfx8RJQegCMpqblLjrhYCfFwCAcBQ2YcY0Tc2bN09XXXWVhg8fLkmqrq6WJKWmpvocm5qaqn379p3zPEuXLtWiRYsCU1NMnBTbLSDn8hUfhHP+ixnUswMAQsk0//VTvcFjYSGddGbNZ76XQAqbMPODH/xAf/nLX/T222+32nf2AFbTNNsc1Lpw4ULNmzfP+7yurk6ZmZmBLRYAgBA5s7fhB2/3srCSrmtoaJDL5Qr4ecMizDzwwAN69dVX9dZbbykjI8O7PS0tTdLpFpr09HTv9pqamlatNS0cDoccDkdwCwYAAGHD0jBjmqYeeOABbd68Wdu3b1d2drbP/uzsbKWlpemNN97QyJEjJUmNjY3asWOHli9fbkXJAACE1Jl/oK+9qlaOWAuL6YQGz79alILV2GBpmLn//vtVWlqq3/3ud0pKSvKOkUlJSVFCQoIMw9CcOXO0ZMkSDRo0SIMGDdKSJUvkcrmUn59vZekAAITEmcMqHLGyXZg5U7DmPbM0zKxbt06SNH78eJ/tGzZs0KxZsyRJCxYs0Jdffqn77rvPO2ne1q1bgzLHDAAAsB/Lu5nOxzAMFRYWqrCwMPgFRaAvvviiQzMNNzc3d+k2dn8kJycrJqZjK2k4nU5mMQYAtCssBgAjeKZNm2Z1CV3GLMbnx62bAKIZYQaIANy6CSCaEWYi3AsvvCCn03ne48K9mwkAgLYQZiJcjx49OtxF06uXvf+ij2bcuhld6FYEfBFmgAjArZvRhW5FwFfH2voBAADCFC0zAGAzdCsCvggzAGAzdCsCvuhmAgAAtkaYAQAAtkaYAQAAtkaYAQAAtkaYAQAAtkaYAQAAtkaYAQAAtkaYAQAAtkaYAQAAtsYMwIAfTNOU2+326/iWRQEdDoffs506nU5mSAWA8yDMAH5wu92aNGlSyK5XVlamhISEkF0PAOyIMHMW0zT/9cRzyrpCuuKMun3eDwAAEYgwc5aWLgFJSvqfTRZWEhgNDQ1yuVxWlxExnE6nysrKOny82+3WlClTJEmbN2+W0+n0+3oAgPYRZgA/GIbR6W4fp9NJlxEABAFh5iwOh8P7dX3OrVJsNwur6STPKW+r0pnvBwCASESYOYvPnSOx3ewZZs7AnTAAgEjHPDMAAMDWCDMAAMDW6GYCAMAmGjyGpMBOuWGaUmPz6a/jY6RAj044XXNwEWYAALCJH7zd0+oSwhJhBlHN3+UJ/HXmuUN1HQCINoQZRLVQLk/QMnkeAPjD38k6/dXVyT39EaxzE2YAAAhjXZms0192ndyTMAP8nxOXTpMZE+D/EqYpNTed/jomLvAj6yQZzU1K3PVCwM8LAHZBmAH+jxkTF6RJEuODcM5/YSlRANGOeWYAAICt0TIDADbGvCMAYQYAbI15RwC6mQAAgM3RMoOoZppnNM97TllXSFfYtW50GvOOAL4IM4hqDQ0N3q+T/meThZUAHce8I4AvupkAAICt0TKDqOZwOLxf1+fcGqR5ZoLMc4pWJQBRjTCDqGacec9pbDd7hhkAiHJ0MwEAAFsjzAAAAFujm6kdRnNT4Ne9CdHCgwAARAvCTDtYiRh2xPT2AKINYQaIMExvDyDaEGbOEkkza0rMrgkAiHyEmbMwsybsLFgBmentAYQzwgwQQUIRkAnhAMINt2YDAABbI8wAAABbI8wAAABbY8wM8H+YJBEA7IkwA/wfJkkEAHuimwkAANgaLTOIakySCAD2R5hBVGOSRACwP7qZAACArRFmAACArVkaZt566y3dcMMN6tOnjwzD0JYtW3z2m6apwsJC9enTRwkJCRo/frw++ugja4oFAABhydIwc/LkSeXk5Gjt2rXn3L9ixQoVFRVp7dq1qqioUFpamiZMmKD6+voQVwoAAMKVpQOAJ02apEmTJp1zn2maWrVqlQoKCjR16lRJUklJiVJTU1VaWqp77rnnnK9raGhQQ0OD93ldXV3gCwcAAGEjbMfMVFZWqrq6WhMnTvRuczgcGjdunMrLy9t83dKlS5WSkuJ9ZGZmhqJcAABgkbANM9XV1ZKk1NRUn+2pqanefeeycOFCHT9+3Ps4cOBAUOsEAADWCvt5Zoyz1rIxTbPVtjM5HA45HI5glwUAAMJE2LbMpKWlSVKrVpiamppWrTUAACB6hW2Yyc7OVlpamt544w3vtsbGRu3YsUO5ubkWVgYAAMKJpd1MJ06c0Keffup9XllZqV27dqlnz57KysrSnDlztGTJEg0aNEiDBg3SkiVL5HK5lJ+fb2HVAAAgnFgaZt5//31de+213ufz5s2TJM2cOVPFxcVasGCBvvzyS9133306duyYxo4dq61btyopKcmqkgEAQJixNMyMHz9epmm2ud8wDBUWFqqwsDB0RQEAAFsJ+7uZgHBimqbcbneHjz/zWH9e18LpdLZ79x4AgDAD+MXtdrc5a/X5TJkyxe/XlJWVKSEhoVPXA4BoEbZ3MwEAAHQELTOAH5xOp8rKyjp8vGma3rXCHA6H311GTqfTr+MBIBoRZgA/GIbhd7ePy+UKUjUAAIluJgAAYHOEGQAAYGuEGQAAYGuMmeki5h0BAMBahJkuYt4RAACsRZgBACCChLLHIFx6CwgzXcS8IwCAcBLKHoNw6S0gzHQR844AAGAtwgwAABEklD0G4dJbQJgBACCCRGOPAfPMAAAAWyPMAAAAWyPMAAAAWyPMAAAAWyPMAAAAW+NuJiAKReMMoQAiF2EGiELROEMogMhFNxMAALA1WmaAKBSNM4QCiFyEGSAKReMMoQAiF91MAADA1ggzAADA1ggzAADA1ggzAADA1ggzAADA1ggzAADA1ggzAADA1ggzAADA1ggzAADA1ggzAADA1ggzAADA1ggzAADA1ggzAADA1ggzAADA1uKsLgAAEFymacrtdnf4+DOP9ed1kuR0OmUYhl+vAbqKMAMAEc7tdmvSpEmdeu2UKVP8Or6srEwJCQmduhbQWXQzAQAAW6NlBgAinNPpVFlZWYePN01TDQ0NkiSHw+FXt5HT6fS7PqCrCDMAEOEMw/C768flcgWpGiDw6GYCAAC2RpgBAAC2RpgBAAC2RpgBAAC2RpgBAAC2RpgBAAC2RpgBAAC2RpgBAAC2RpgBAAC2RpgBAAC2RpgBAAC2RpgBAAC2RpgBAAC2FvGrZpumKUmqq6uzuBIAANBRLb+3W36Ptyfiw0x9fb0kKTMz0+JKAACAv+rr65WSktLuMYbZkchjY83NzTp48KCSkpJkGIbV5YRMXV2dMjMzdeDAASUnJ1tdDoKMzzu68HlHl2j9vE3TVH19vfr06aOYmPZHxUR8y0xMTIwyMjKsLsMyycnJUfWPP9rxeUcXPu/oEo2f9/laZFowABgAANgaYQYAANgaYSZCORwOPfroo3I4HFaXghDg844ufN7Rhc/7/CJ+ADAAAIhstMwAAABbI8wAAABbI8wAAABbI8zY3N69e2UYhnbt2mV1KQhDhmFoy5YtVpcBAEFFmAljhmG0+5g1a5bVJSLEZs2adc5/C59++uk5jz906JAmTZoU4irRVTU1NbrnnnuUlZUlh8OhtLQ0ffOb39S7777bodcXFxerR48ewS0SXdbVzxn/EvEzANvZoUOHvF+/+OKLeuSRR/TJJ594tyUkJOjYsWNBuXZjY6Pi4+ODcm50zfXXX68NGzb4bOvdu7fP85bPLy0tLZSlIUBuvvlmnTp1SiUlJfrKV76iw4cP680339TRo0etLg0BxOccQCZsYcOGDWZKSkqr7ZWVlaYk87e//a05fvx4MyEhwRwxYoRZXl7uPebRRx81c3JyfF73xBNPmP369fM+nzlzpnnTTTeZS5YsMdPT0332IXy0fE5nGzdunHn//febc+fONXv16mVec801pmmapiRz8+bNoS0SXXLs2DFTkrl9+/Y2j1m5cqU5fPhw0+VymRkZGeb3v/99s76+3jRN09y2bZspyefx6KOPhqh6dNT5PueWn+0ffvhhq9ds27bNNM1/fdZ/+MMfzNGjR5sJCQnmlVdeaf79738PwTsIL3QzRYiCggLNnz9fu3bt0uDBgzVt2jQ1NTX5dY4333xTH3/8sd544w299tprQaoUwVJSUqK4uDi98847+uUvf2l1OeikxMREJSYmasuWLWpoaDjnMTExMVqzZo3++te/qqSkRH/84x+1YMECSVJubq5WrVql5ORkHTp0SIcOHdL8+fND+RbQAR35nDuqoKBAK1eu1Pvvv6+4uDjdcccdAarSPuhmihDz58/X5MmTJUmLFi3SsGHD9Omnn2rIkCEdPkf37t31zDPP0L0U5l577TUlJiZ6n7eMiRk4cKBWrFhhVVkIkLi4OBUXF+uuu+7SL37xC40aNUrjxo3TrbfeqhEjRkiS5syZ4z0+Oztbjz32mL7//e/rqaeeUnx8vFJSUmQYBt2MYawjn3NHPf744xo3bpwk6cc//rEmT54st9stp9MZjNLDEi0zEeLMf/zp6emSTg8u88cll1xCkLGBa6+9Vrt27fI+1qxZI0kaM2aMxZUhUG6++WYdPHhQr776qr75zW9q+/btGjVqlIqLiyVJ27Zt04QJE9S3b18lJSVpxowZqq2t1cmTJ60tHH453+fcUYH4+W93hJkI0a1bN+/XhmFIkpqbmyWdbpI2z1q14tSpU63O0b179yBWiEDp3r27Bg4c6H20/PDi84ssTqdTEyZM0COPPKLy8nLNmjVLjz76qPbt26dvfetbGj58uH7729/qgw8+0JNPPinp3P+vEd7a+pxjYk7/ej7zZ3dbn297P/+jBWEmCvTu3VvV1dU+/ymYlwawl6FDh+rkyZN6//331dTUpJUrV+qKK67Q4MGDdfDgQZ9j4+Pj5fF4LKoUXdHyObfcoXjmXa383G4bY2aiwPjx4/X5559rxYoVuuWWW/T666+rrKxMycnJVpcG4Cy1tbX6zne+ozvuuEMjRoxQUlKS3n//fa1YsUI33XSTBgwYoKamJv385z/XDTfcoHfeeUe/+MUvfM7Rv39/nThxQm+++aZycnLkcrnkcrksekc4l/N9zgkJCbriiiu0bNky9e/fX0eOHNH/+3//z+qywxYtM1Hgq1/9qp566ik9+eSTysnJ0Z///GfubgDCVGJiosaOHasnnnhC11xzjYYPH66HH35Yd911l9auXatLL71URUVFWr58uYYPH66NGzdq6dKlPufIzc3Vvffeq7y8PPXu3ZuB4WHofJ+zJP3qV7/SqVOnNGbMGM2ePVuLFy+2uOrwZZhnD6YAAACwEVpmAACArRFmAACArRFmAACArRFmAACArRFmAACArRFmAACArRFmAACArRFmAACArRFmANjC+PHjNWfOHKvLABCGCDMAAMDWCDMAAMDWCDMAws7Jkyc1Y8YMJSYmKj09XStXrvTZ//zzz2vMmDFKSkpSWlqa8vPzVVNTI0kyTVMDBw7Uz372M5/X/PWvf1VMTIz27NkTsvcBIDQIMwDCzoMPPqht27Zp8+bN2rp1q7Zv364PPvjAu7+xsVGPPfaY/ud//kdbtmxRZWWlZs2aJUkyDEN33HGHNmzY4HPOX/3qV7r66qs1YMCAUL4VACHAqtkAwsqJEyfUq1cvPffcc8rLy5MkHT16VBkZGbr77ru1atWqVq+pqKjQ5Zdfrvr6eiUmJurQoUPKzMxUeXm5Lr/8cp06dUp9+/bVT3/6U82cOTPE7whAsNEyAyCs7NmzR42Njbryyiu923r27KmLL77Y+/zDDz/UTTfdpH79+ikpKUnjx4+XJO3fv1+SlJ6ersmTJ+tXv/qVJOm1116T2+3Wd77zndC9EQAhQ5gBEFbO11h88uRJTZw4UYmJiXr++edVUVGhzZs3Szrd/dTie9/7njZt2qQvv/xSGzZsUF5enlwuV1BrB2ANwgyAsDJw4EB169ZN7733nnfbsWPH9I9//EOS9Pe//11HjhzRsmXLdPXVV2vIkCHewb9n+ta3vqXu3btr3bp1Kisr0x133BGy9wAgtOKsLgAAzpSYmKg777xTDz74oHr16qXU1FQVFBQoJub0315ZWVmKj4/Xz3/+c917773661//qscee6zVeWJjYzVr1iwtXLhQAwcO9Om2AhBZaJkBEHZ++tOf6pprrtGNN96o6667TldddZVGjx4tSerdu7eKi4v10ksvaejQoVq2bFmr27Bb3HnnnWpsbKRVBohw3M0EIGK98847Gj9+vKqqqpSammp1OQCChDADIOI0NDTowIEDuvvuu5Wenq6NGzdaXRKAIKKbCUDEeeGFF3TxxRfr+PHjWrFihdXlAAgyWmYAAICt0TIDAABsjTADAABsjTADAABsjTADAABsjTADAABsjTADAABsjTADAABsjTADAABs7f8DARwN0qDhwB0AAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(tips,x='day',y='total_bill',hue='time')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b07d399a",
   "metadata": {},
   "source": [
    "## sns.violinplot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "96e14589",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='day', ylabel='total_bill'>"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.violinplot(tips,x='day',y='total_bill')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "ae63f050",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='day', ylabel='total_bill'>"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.violinplot(tips,x='day',y='total_bill',hue='time')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ac5fee7b",
   "metadata": {},
   "source": [
    "## sns.barplot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "59150d69",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='day', ylabel='total_bill'>"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(tips,x='day',y='total_bill')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "e2b563dd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='day', ylabel='total_bill'>"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(tips,x='day',y='total_bill',hue='time')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b80c2d45",
   "metadata": {},
   "source": [
    "## sns.pointplot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "942e1fb0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='day', ylabel='total_bill'>"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pointplot(tips,x='day',y='total_bill',hue='time')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "90da6e84",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='day', ylabel='total_bill'>"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pointplot(tips,x='day',y='total_bill')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
